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A community-maintained standard library of population genetic models

The explosion in population genomic data demands ever more complex modes of analysis, and increasingly, these analyses depend on sophisticated simulations. Recent advances in population genetic simulation have made it possible to simulate large and complex models, but specifying such models for a pa...

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Autores principales: Adrion, Jeffrey R, Cole, Christopher B, Dukler, Noah, Galloway, Jared G, Gladstein, Ariella L, Gower, Graham, Kyriazis, Christopher C, Ragsdale, Aaron P, Tsambos, Georgia, Baumdicker, Franz, Carlson, Jedidiah, Cartwright, Reed A, Durvasula, Arun, Gronau, Ilan, Kim, Bernard Y, McKenzie, Patrick, Messer, Philipp W, Noskova, Ekaterina, Ortega-Del Vecchyo, Diego, Racimo, Fernando, Struck, Travis J, Gravel, Simon, Gutenkunst, Ryan N, Lohmueller, Kirk E, Ralph, Peter L, Schrider, Daniel R, Siepel, Adam, Kelleher, Jerome, Kern, Andrew D
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7438115/
https://www.ncbi.nlm.nih.gov/pubmed/32573438
http://dx.doi.org/10.7554/eLife.54967
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author Adrion, Jeffrey R
Cole, Christopher B
Dukler, Noah
Galloway, Jared G
Gladstein, Ariella L
Gower, Graham
Kyriazis, Christopher C
Ragsdale, Aaron P
Tsambos, Georgia
Baumdicker, Franz
Carlson, Jedidiah
Cartwright, Reed A
Durvasula, Arun
Gronau, Ilan
Kim, Bernard Y
McKenzie, Patrick
Messer, Philipp W
Noskova, Ekaterina
Ortega-Del Vecchyo, Diego
Racimo, Fernando
Struck, Travis J
Gravel, Simon
Gutenkunst, Ryan N
Lohmueller, Kirk E
Ralph, Peter L
Schrider, Daniel R
Siepel, Adam
Kelleher, Jerome
Kern, Andrew D
author_facet Adrion, Jeffrey R
Cole, Christopher B
Dukler, Noah
Galloway, Jared G
Gladstein, Ariella L
Gower, Graham
Kyriazis, Christopher C
Ragsdale, Aaron P
Tsambos, Georgia
Baumdicker, Franz
Carlson, Jedidiah
Cartwright, Reed A
Durvasula, Arun
Gronau, Ilan
Kim, Bernard Y
McKenzie, Patrick
Messer, Philipp W
Noskova, Ekaterina
Ortega-Del Vecchyo, Diego
Racimo, Fernando
Struck, Travis J
Gravel, Simon
Gutenkunst, Ryan N
Lohmueller, Kirk E
Ralph, Peter L
Schrider, Daniel R
Siepel, Adam
Kelleher, Jerome
Kern, Andrew D
author_sort Adrion, Jeffrey R
collection PubMed
description The explosion in population genomic data demands ever more complex modes of analysis, and increasingly, these analyses depend on sophisticated simulations. Recent advances in population genetic simulation have made it possible to simulate large and complex models, but specifying such models for a particular simulation engine remains a difficult and error-prone task. Computational genetics researchers currently re-implement simulation models independently, leading to inconsistency and duplication of effort. This situation presents a major barrier to empirical researchers seeking to use simulations for power analyses of upcoming studies or sanity checks on existing genomic data. Population genetics, as a field, also lacks standard benchmarks by which new tools for inference might be measured. Here, we describe a new resource, stdpopsim, that attempts to rectify this situation. Stdpopsim is a community-driven open source project, which provides easy access to a growing catalog of published simulation models from a range of organisms and supports multiple simulation engine backends. This resource is available as a well-documented python library with a simple command-line interface. We share some examples demonstrating how stdpopsim can be used to systematically compare demographic inference methods, and we encourage a broader community of developers to contribute to this growing resource.
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spelling pubmed-74381152020-08-21 A community-maintained standard library of population genetic models Adrion, Jeffrey R Cole, Christopher B Dukler, Noah Galloway, Jared G Gladstein, Ariella L Gower, Graham Kyriazis, Christopher C Ragsdale, Aaron P Tsambos, Georgia Baumdicker, Franz Carlson, Jedidiah Cartwright, Reed A Durvasula, Arun Gronau, Ilan Kim, Bernard Y McKenzie, Patrick Messer, Philipp W Noskova, Ekaterina Ortega-Del Vecchyo, Diego Racimo, Fernando Struck, Travis J Gravel, Simon Gutenkunst, Ryan N Lohmueller, Kirk E Ralph, Peter L Schrider, Daniel R Siepel, Adam Kelleher, Jerome Kern, Andrew D eLife Computational and Systems Biology The explosion in population genomic data demands ever more complex modes of analysis, and increasingly, these analyses depend on sophisticated simulations. Recent advances in population genetic simulation have made it possible to simulate large and complex models, but specifying such models for a particular simulation engine remains a difficult and error-prone task. Computational genetics researchers currently re-implement simulation models independently, leading to inconsistency and duplication of effort. This situation presents a major barrier to empirical researchers seeking to use simulations for power analyses of upcoming studies or sanity checks on existing genomic data. Population genetics, as a field, also lacks standard benchmarks by which new tools for inference might be measured. Here, we describe a new resource, stdpopsim, that attempts to rectify this situation. Stdpopsim is a community-driven open source project, which provides easy access to a growing catalog of published simulation models from a range of organisms and supports multiple simulation engine backends. This resource is available as a well-documented python library with a simple command-line interface. We share some examples demonstrating how stdpopsim can be used to systematically compare demographic inference methods, and we encourage a broader community of developers to contribute to this growing resource. eLife Sciences Publications, Ltd 2020-06-23 /pmc/articles/PMC7438115/ /pubmed/32573438 http://dx.doi.org/10.7554/eLife.54967 Text en © 2020, Adrion et al http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Computational and Systems Biology
Adrion, Jeffrey R
Cole, Christopher B
Dukler, Noah
Galloway, Jared G
Gladstein, Ariella L
Gower, Graham
Kyriazis, Christopher C
Ragsdale, Aaron P
Tsambos, Georgia
Baumdicker, Franz
Carlson, Jedidiah
Cartwright, Reed A
Durvasula, Arun
Gronau, Ilan
Kim, Bernard Y
McKenzie, Patrick
Messer, Philipp W
Noskova, Ekaterina
Ortega-Del Vecchyo, Diego
Racimo, Fernando
Struck, Travis J
Gravel, Simon
Gutenkunst, Ryan N
Lohmueller, Kirk E
Ralph, Peter L
Schrider, Daniel R
Siepel, Adam
Kelleher, Jerome
Kern, Andrew D
A community-maintained standard library of population genetic models
title A community-maintained standard library of population genetic models
title_full A community-maintained standard library of population genetic models
title_fullStr A community-maintained standard library of population genetic models
title_full_unstemmed A community-maintained standard library of population genetic models
title_short A community-maintained standard library of population genetic models
title_sort community-maintained standard library of population genetic models
topic Computational and Systems Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7438115/
https://www.ncbi.nlm.nih.gov/pubmed/32573438
http://dx.doi.org/10.7554/eLife.54967
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